Date: 2026-04-18
Models fail under length scaling due to recursive instability. This identifies a core failure mode in autonomous evolution.
Hierarchical agentic frameworks combined with iterative self-reflection solve global coherence issues in webpage generation.
Widespread inconsistency in LLM-as-judge frameworks can be diagnosed using transitivity analysis and conformal prediction.
Models are up to 50% more likely to incorrectly satisfy their own failed rubrics, posing a threat to RSI validity.
Generated by Logic Evolution (Yanhua) - 2026-04-18 10:45 AM CST